Pandas Profiling Report

Dataset statistics

Number of variables	25
Number of observations	1334
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	251.6 KiB
Average record size in memory	193.1 B

Variable types

Numeric	21
Categorical	3
Boolean	1

Warnings

`Credit Limit` is highly correlated with `Outstanding/Sept05` and 5 other fields	High correlation
`PayStat/Sept05` is highly correlated with `PayStat/Aug05`	High correlation
`PayStat/Aug05` is highly correlated with `PayStat/Sept05` and 1 other fields	High correlation
`PayStat/Jul05` is highly correlated with `PayStat/Aug05` and 3 other fields	High correlation
`PayStat/Jun05` is highly correlated with `PayStat/Jul05` and 2 other fields	High correlation
`PayStat/May05` is highly correlated with `PayStat/Jul05` and 2 other fields	High correlation
`PayStat/Apr05` is highly correlated with `PayStat/Jul05` and 2 other fields	High correlation
`Outstanding/Sept05` is highly correlated with `Credit Limit` and 7 other fields	High correlation
`Outstanding/Aug05` is highly correlated with `Credit Limit` and 8 other fields	High correlation
`Outstanding/Jul05` is highly correlated with `Credit Limit` and 9 other fields	High correlation
`Outstanding/Jun05` is highly correlated with `Credit Limit` and 9 other fields	High correlation
`Outstanding/May05` is highly correlated with `Credit Limit` and 9 other fields	High correlation
`Outstanding/Apr05` is highly correlated with `Credit Limit` and 9 other fields	High correlation
`Paid/Sept05` is highly correlated with `Outstanding/Aug05` and 5 other fields	High correlation
`Paid/Aug05` is highly correlated with `Outstanding/Jul05` and 3 other fields	High correlation
`Paid/Jul05` is highly correlated with `Outstanding/Sept05` and 6 other fields	High correlation
`Paid/Jun05` is highly correlated with `Outstanding/Sept05` and 5 other fields	High correlation
`Credit Limit` is highly correlated with `Outstanding/Sept05` and 5 other fields	High correlation
`PayStat/Jul05` is highly correlated with `PayStat/Jun05`	High correlation
`PayStat/Jun05` is highly correlated with `PayStat/Jul05` and 2 other fields	High correlation
`PayStat/May05` is highly correlated with `PayStat/Jun05` and 1 other fields	High correlation
`PayStat/Apr05` is highly correlated with `PayStat/Jun05` and 1 other fields	High correlation
`Outstanding/Sept05` is highly correlated with `Credit Limit` and 10 other fields	High correlation
`Outstanding/Aug05` is highly correlated with `Credit Limit` and 10 other fields	High correlation
`Outstanding/Jul05` is highly correlated with `Credit Limit` and 11 other fields	High correlation
`Outstanding/Jun05` is highly correlated with `Credit Limit` and 11 other fields	High correlation
`Outstanding/May05` is highly correlated with `Credit Limit` and 11 other fields	High correlation
`Outstanding/Apr05` is highly correlated with `Credit Limit` and 11 other fields	High correlation
`Paid/Sept05` is highly correlated with `Outstanding/Sept05` and 6 other fields	High correlation
`Paid/Aug05` is highly correlated with `Outstanding/Sept05` and 6 other fields	High correlation
`Paid/Jul05` is highly correlated with `Outstanding/Sept05` and 6 other fields	High correlation
`Paid/Jun05` is highly correlated with `Outstanding/Sept05` and 6 other fields	High correlation
`Paid/May05` is highly correlated with `Outstanding/Sept05` and 5 other fields	High correlation
`Paid/Apr05` is highly correlated with `Outstanding/Jul05` and 3 other fields	High correlation
`Unnamed: 0` is highly correlated with `PayStat/Aug05` and 5 other fields	High correlation
`Credit Limit` is highly correlated with `PayStat/Aug05` and 11 other fields	High correlation
`Age` is highly correlated with `PayStat/Aug05` and 5 other fields	High correlation
`PayStat/Sept05` is highly correlated with `PayStat/Aug05` and 4 other fields	High correlation
`PayStat/Aug05` is highly correlated with `Unnamed: 0` and 8 other fields	High correlation
`PayStat/Jul05` is highly correlated with `Unnamed: 0` and 6 other fields	High correlation
`PayStat/Jun05` is highly correlated with `Unnamed: 0` and 5 other fields	High correlation
`PayStat/May05` is highly correlated with `Unnamed: 0` and 5 other fields	High correlation
`PayStat/Apr05` is highly correlated with `Unnamed: 0` and 6 other fields	High correlation
`Outstanding/Sept05` is highly correlated with `Credit Limit` and 6 other fields	High correlation
`Outstanding/Aug05` is highly correlated with `Credit Limit` and 6 other fields	High correlation
`Outstanding/Jul05` is highly correlated with `Credit Limit` and 6 other fields	High correlation
`Outstanding/Jun05` is highly correlated with `Credit Limit` and 6 other fields	High correlation
`Outstanding/May05` is highly correlated with `Credit Limit` and 6 other fields	High correlation
`Outstanding/Apr05` is highly correlated with `Credit Limit` and 6 other fields	High correlation
`Paid/Sept05` is highly correlated with `Default`	High correlation
`Paid/Aug05` is highly correlated with `Default`	High correlation
`Paid/Jul05` is highly correlated with `Default`	High correlation
`Paid/Jun05` is highly correlated with `Default`	High correlation
`Paid/May05` is highly correlated with `Default`	High correlation
`Paid/Apr05` is highly correlated with `Default`	High correlation
`Default` is highly correlated with `Unnamed: 0` and 19 other fields	High correlation
`Marital Status` is highly correlated with `Age`	High correlation
`Credit Limit` is highly correlated with `Outstanding/Aug05` and 8 other fields	High correlation
`Outstanding/Aug05` is highly correlated with `Credit Limit` and 9 other fields	High correlation
`Paid/May05` is highly correlated with `Paid/Sept05` and 1 other fields	High correlation
`PayStat/Jun05` is highly correlated with `PayStat/May05` and 5 other fields	High correlation
`PayStat/May05` is highly correlated with `PayStat/Jun05` and 2 other fields	High correlation
`Outstanding/Jun05` is highly correlated with `Credit Limit` and 9 other fields	High correlation
`Outstanding/May05` is highly correlated with `Credit Limit` and 10 other fields	High correlation
`Paid/Sept05` is highly correlated with `Credit Limit` and 9 other fields	High correlation
`Paid/Aug05` is highly correlated with `Outstanding/Jun05` and 2 other fields	High correlation
`PayStat/Jul05` is highly correlated with `PayStat/Jun05` and 5 other fields	High correlation
`Paid/Jun05` is highly correlated with `Credit Limit` and 8 other fields	High correlation
`PayStat/Apr05` is highly correlated with `PayStat/Jun05` and 2 other fields	High correlation
`Age` is highly correlated with `Marital Status`	High correlation
`PayStat/Aug05` is highly correlated with `PayStat/Jun05` and 2 other fields	High correlation
`PayStat/Sept05` is highly correlated with `PayStat/Jun05` and 2 other fields	High correlation
`Outstanding/Sept05` is highly correlated with `Credit Limit` and 9 other fields	High correlation
`Outstanding/Apr05` is highly correlated with `Credit Limit` and 9 other fields	High correlation
`Outstanding/Jul05` is highly correlated with `Credit Limit` and 10 other fields	High correlation
`Paid/Jul05` is highly correlated with `Credit Limit` and 8 other fields	High correlation
`Paid/Apr05` is highly correlated with `Outstanding/Aug05` and 5 other fields	High correlation
`Unnamed: 0` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique
`Paid/Sept05` has 501 (37.6%) zeros	Zeros
`Paid/Aug05` has 470 (35.2%) zeros	Zeros
`Paid/Jul05` has 523 (39.2%) zeros	Zeros
`Paid/Jun05` has 494 (37.0%) zeros	Zeros
`Paid/May05` has 586 (43.9%) zeros	Zeros
`Paid/Apr05` has 531 (39.8%) zeros	Zeros

Reproduction

Analysis started	2021-07-29 23:16:33.405875
Analysis finished	2021-07-29 23:17:41.086745
Duration	1 minute and 7.68 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

Unnamed: 0
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	1334
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	666.5

Minimum	0
Maximum	1333
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	0
5-th percentile	66.65
Q1	333.25
median	666.5
Q3	999.75
95-th percentile	1266.35
Maximum	1333
Range	1333
Interquartile range (IQR)	666.5

Descriptive statistics

Standard deviation	385.2369401
Coefficient of variation (CV)	0.5779999101
Kurtosis	-1.2
Mean	666.5
Median Absolute Deviation (MAD)	333.5
Skewness	0
Sum	889111
Variance	148407.5
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	0.1%
896	1	0.1%
894	1	0.1%
893	1	0.1%
892	1	0.1%
891	1	0.1%
890	1	0.1%
889	1	0.1%
888	1	0.1%
887	1	0.1%
Other values (1324)	1324	99.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.1%
1	1	0.1%
2	1	0.1%
3	1	0.1%
4	1	0.1%
5	1	0.1%
6	1	0.1%
7	1	0.1%
8	1	0.1%
9	1	0.1%

Value	Count	Frequency (%)
1333	1	0.1%
1332	1	0.1%
1331	1	0.1%
1330	1	0.1%
1329	1	0.1%
1328	1	0.1%
1327	1	0.1%
1326	1	0.1%
1325	1	0.1%
1324	1	0.1%

Credit Limit
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	43
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	94122.93853

Minimum	10000
Maximum	580000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	10000
5-th percentile	20000
Q1	30000
median	70000
Q3	130000
95-th percentile	263500
Maximum	580000
Range	570000
Interquartile range (IQR)	100000

Descriptive statistics

Standard deviation	84817.98985
Coefficient of variation (CV)	0.9011404783
Kurtosis	4.248451848
Mean	94122.93853
Median Absolute Deviation (MAD)	40000
Skewness	1.840858905
Sum	125560000
Variance	7194091401
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
30000	194	14.5%
50000	179	13.4%
20000	161	12.1%
100000	85	6.4%
80000	72	5.4%
70000	67	5.0%
60000	51	3.8%
200000	49	3.7%
10000	47	3.5%
120000	41	3.1%
Other values (33)	388	29.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10000	47	3.5%
20000	161	12.1%
30000	194	14.5%
40000	28	2.1%
50000	179	13.4%
60000	51	3.8%
70000	67	5.0%
80000	72	5.4%
90000	34	2.5%
100000	85	6.4%

Value	Count	Frequency (%)
580000	1	0.1%
510000	1	0.1%
500000	4	0.3%
460000	3	0.2%
430000	2	0.1%
400000	5	0.4%
390000	1	0.1%
380000	4	0.3%
360000	4	0.3%
350000	4	0.3%

Sex
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	10.5 KiB

F	708
M	626

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1334
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	M
2nd row	M
3rd row	M
4th row	M
5th row	M

Common Values

Value	Count	Frequency (%)
F	708	53.1%
M	626	46.9%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
f	708	53.1%
m	626	46.9%

Most occurring characters

Value	Count	Frequency (%)
F	708	53.1%
M	626	46.9%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	1334	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
F	708	53.1%
M	626	46.9%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1334	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
F	708	53.1%
M	626	46.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1334	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
F	708	53.1%
M	626	46.9%

Education
Categorical

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	10.5 KiB

BSc	736
MSc or PHd	336
High School Diploma	262

Length

Max length	19
Median length	3
Mean length	7.905547226
Min length	3

Characters and Unicode

Total characters	10546
Distinct characters	18
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	MSc or PHd
2nd row	BSc
3rd row	MSc or PHd
4th row	BSc
5th row	High School Diploma

Common Values

Value	Count	Frequency (%)
BSc	736	55.2%
MSc or PHd	336	25.2%
High School Diploma	262	19.6%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
bsc	736	29.1%
msc	336	13.3%
or	336	13.3%
phd	336	13.3%
high	262	10.4%
school	262	10.4%
diploma	262	10.4%

Most occurring characters

Value	Count	Frequency (%)
S	1334	12.6%
c	1334	12.6%
	1196	11.3%
o	1122	10.6%
B	736	7.0%
H	598	5.7%
i	524	5.0%
h	524	5.0%
l	524	5.0%
M	336	3.2%
Other values (8)	2318	22.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	5748	54.5%
Uppercase Letter	3602	34.2%
Space Separator	1196	11.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
c	1334	23.2%
o	1122	19.5%
i	524	9.1%
h	524	9.1%
l	524	9.1%
r	336	5.8%
d	336	5.8%
g	262	4.6%
p	262	4.6%
m	262	4.6%

Uppercase Letter

Value	Count	Frequency (%)
S	1334	37.0%
B	736	20.4%
H	598	16.6%
M	336	9.3%
P	336	9.3%
D	262	7.3%

Space Separator

Value	Count	Frequency (%)
	1196	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	9350	88.7%
Common	1196	11.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
S	1334	14.3%
c	1334	14.3%
o	1122	12.0%
B	736	7.9%
H	598	6.4%
i	524	5.6%
h	524	5.6%
l	524	5.6%
M	336	3.6%
r	336	3.6%
Other values (7)	1982	21.2%

Common

Value	Count	Frequency (%)
	1196	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10546	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
S	1334	12.6%
c	1334	12.6%
	1196	11.3%
o	1122	10.6%
B	736	7.0%
H	598	5.7%
i	524	5.0%
h	524	5.0%
l	524	5.0%
M	336	3.2%
Other values (8)	2318	22.0%

Marital Status
Categorical

HIGH CORRELATION

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	10.5 KiB

Single	675
Married	643
Other	16

Length

Max length	7
Median length	6
Mean length	6.470014993
Min length	5

Characters and Unicode

Total characters	8631
Distinct characters	13
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Single
2nd row	Single
3rd row	Married
4th row	Married
5th row	Single

Common Values

Value	Count	Frequency (%)
Single	675	50.6%
Married	643	48.2%
Other	16	1.2%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
single	675	50.6%
married	643	48.2%
other	16	1.2%

Most occurring characters

Value	Count	Frequency (%)
e	1334	15.5%
i	1318	15.3%
r	1302	15.1%
S	675	7.8%
n	675	7.8%
g	675	7.8%
l	675	7.8%
M	643	7.4%
a	643	7.4%
d	643	7.4%
Other values (3)	48	0.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	7297	84.5%
Uppercase Letter	1334	15.5%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	1334	18.3%
i	1318	18.1%
r	1302	17.8%
n	675	9.3%
g	675	9.3%
l	675	9.3%
a	643	8.8%
d	643	8.8%
t	16	0.2%
h	16	0.2%

Uppercase Letter

Value	Count	Frequency (%)
S	675	50.6%
M	643	48.2%
O	16	1.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	8631	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	1334	15.5%
i	1318	15.3%
r	1302	15.1%
S	675	7.8%
n	675	7.8%
g	675	7.8%
l	675	7.8%
M	643	7.4%
a	643	7.4%
d	643	7.4%
Other values (3)	48	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	8631	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	1334	15.5%
i	1318	15.3%
r	1302	15.1%
S	675	7.8%
n	675	7.8%
g	675	7.8%
l	675	7.8%
M	643	7.4%
a	643	7.4%
d	643	7.4%
Other values (3)	48	0.6%

Age
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION

Distinct	46
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.66941529

Minimum	22
Maximum	67
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	22
5-th percentile	23
Q1	27
median	34
Q3	42.75
95-th percentile	55
Maximum	67
Range	45
Interquartile range (IQR)	15.75

Descriptive statistics

Standard deviation	9.876097075
Coefficient of variation (CV)	0.2768785805
Kurtosis	-0.3780144742
Mean	35.66941529
Median Absolute Deviation (MAD)	7
Skewness	0.6587798239
Sum	47583
Variance	97.53729343
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
29	72	5.4%
24	70	5.2%
26	70	5.2%
30	59	4.4%
25	59	4.4%
36	56	4.2%
23	56	4.2%
27	55	4.1%
28	52	3.9%
34	50	3.7%
Other values (36)	735	55.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
22	29	2.2%
23	56	4.2%
24	70	5.2%
25	59	4.4%
26	70	5.2%
27	55	4.1%
28	52	3.9%
29	72	5.4%
30	59	4.4%
31	45	3.4%

Value	Count	Frequency (%)
67	2	0.1%
66	1	0.1%
65	1	0.1%
64	1	0.1%
63	1	0.1%
62	3	0.2%
61	2	0.1%
60	4	0.3%
59	10	0.7%
58	13	1.0%

PayStat/Sept05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	8
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.008245877

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	2
95-th percentile	4
Maximum	8
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.133579826
Coefficient of variation (CV)	0.5644626682
Kurtosis	11.85229906
Mean	2.008245877
Median Absolute Deviation (MAD)	0
Skewness	2.892821297
Sum	2679
Variance	1.285003222
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	710	53.2%
1	401	30.1%
3	151	11.3%
4	33	2.5%
8	19	1.4%
7	9	0.7%
5	8	0.6%
6	3	0.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	401	30.1%
2	710	53.2%
3	151	11.3%
4	33	2.5%
5	8	0.6%
6	3	0.2%
7	9	0.7%
8	19	1.4%

Value	Count	Frequency (%)
8	19	1.4%
7	9	0.7%
6	3	0.2%
5	8	0.6%
4	33	2.5%
3	151	11.3%
2	710	53.2%
1	401	30.1%

PayStat/Aug05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	8
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.29910045

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	2
Q3	2
95-th percentile	4
Maximum	8
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.8720288407
Coefficient of variation (CV)	0.3792913184
Kurtosis	15.22404579
Mean	2.29910045
Median Absolute Deviation (MAD)	0
Skewness	3.731807335
Sum	3067
Variance	0.760434299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	1119	83.9%
3	118	8.8%
4	53	4.0%
7	20	1.5%
6	12	0.9%
5	8	0.6%
1	3	0.2%
8	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	3	0.2%
2	1119	83.9%
3	118	8.8%
4	53	4.0%
5	8	0.6%
6	12	0.9%
7	20	1.5%
8	1	0.1%

Value	Count	Frequency (%)
8	1	0.1%
7	20	1.5%
6	12	0.9%
5	8	0.6%
4	53	4.0%
3	118	8.8%
2	1119	83.9%
1	3	0.2%

PayStat/Jul05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	8
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.37856072

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	2
Q3	2
95-th percentile	5
Maximum	8
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.037853271
Coefficient of variation (CV)	0.4363366731
Kurtosis	10.35964989
Mean	2.37856072
Median Absolute Deviation (MAD)	0
Skewness	3.235328932
Sum	3173
Variance	1.077139412
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	1106	82.9%
3	107	8.0%
4	47	3.5%
7	27	2.0%
6	23	1.7%
5	20	1.5%
8	3	0.2%
1	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.1%
2	1106	82.9%
3	107	8.0%
4	47	3.5%
5	20	1.5%
6	23	1.7%
7	27	2.0%
8	3	0.2%

Value	Count	Frequency (%)
8	3	0.2%
7	27	2.0%
6	23	1.7%
5	20	1.5%
4	47	3.5%
3	107	8.0%
2	1106	82.9%
1	1	0.1%

PayStat/Jun05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	8
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.47976012

Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	2
Q3	2
95-th percentile	5
Maximum	8
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.202321312
Coefficient of variation (CV)	0.4848538784
Kurtosis	7.251660708
Mean	2.47976012
Median Absolute Deviation (MAD)	0
Skewness	2.816384227
Sum	3308
Variance	1.445576537
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
2	1074	80.5%
3	101	7.6%
4	60	4.5%
7	58	4.3%
5	34	2.5%
6	4	0.3%
8	2	0.1%
1	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.1%
2	1074	80.5%
3	101	7.6%
4	60	4.5%
5	34	2.5%
6	4	0.3%
7	58	4.3%
8	2	0.1%

Value	Count	Frequency (%)
8	2	0.1%
7	58	4.3%
6	4	0.3%
5	34	2.5%
4	60	4.5%
3	101	7.6%
2	1074	80.5%
1	1	0.1%

PayStat/May05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	7
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.464767616

Minimum	2
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	2
median	2
Q3	2
95-th percentile	5
Maximum	8
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.156164883
Coefficient of variation (CV)	0.4690766285
Kurtosis	8.265007048
Mean	2.464767616
Median Absolute Deviation (MAD)	0
Skewness	2.951674377
Sum	3288
Variance	1.336717238
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	1061	79.5%
3	123	9.2%
4	74	5.5%
7	57	4.3%
5	14	1.0%
6	4	0.3%
8	1	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1061	79.5%
3	123	9.2%
4	74	5.5%
5	14	1.0%
6	4	0.3%
7	57	4.3%
8	1	0.1%

Value	Count	Frequency (%)
8	1	0.1%
7	57	4.3%
6	4	0.3%
5	14	1.0%
4	74	5.5%
3	123	9.2%
2	1061	79.5%

PayStat/Apr05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	7
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.392053973

Minimum	2
Maximum	8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	2
median	2
Q3	2
95-th percentile	5
Maximum	8
Range	6
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.096251463
Coefficient of variation (CV)	0.4582887659
Kurtosis	10.46639397
Mean	2.392053973
Median Absolute Deviation (MAD)	0
Skewness	3.307902885
Sum	3191
Variance	1.201767271
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	1106	82.9%
3	116	8.7%
7	46	3.4%
4	41	3.1%
6	14	1.0%
5	9	0.7%
8	2	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2	1106	82.9%
3	116	8.7%
4	41	3.1%
5	9	0.7%
6	14	1.0%
7	46	3.4%
8	2	0.1%

Value	Count	Frequency (%)
8	2	0.1%
7	46	3.4%
6	14	1.0%
5	9	0.7%
4	41	3.1%
3	116	8.7%
2	1106	82.9%

Outstanding/Sept05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1216
Distinct (%)	91.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53442.52699

Minimum	37
Maximum	477094
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	37
5-th percentile	1650
Q1	15314
median	31174
Q3	69581
95-th percentile	175382.9
Maximum	477094
Range	477057
Interquartile range (IQR)	54267

Descriptive statistics

Standard deviation	61159.29248
Coefficient of variation (CV)	1.144393724
Kurtosis	7.986166897
Mean	53442.52699
Median Absolute Deviation (MAD)	21838
Skewness	2.431697049
Sum	71292331
Variance	3740459057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2400	37	2.8%
1050	20	1.5%
2500	16	1.2%
1650	9	0.7%
300	9	0.7%
600	7	0.5%
150	5	0.4%
1200	4	0.3%
5000	3	0.2%
1250	3	0.2%
Other values (1206)	1221	91.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
37	1	0.1%
142	1	0.1%
150	5	0.4%
200	1	0.1%
250	1	0.1%
300	9	0.7%
322	1	0.1%
400	1	0.1%
420	1	0.1%
450	2	0.1%

Value	Count	Frequency (%)
477094	1	0.1%
453985	1	0.1%
405366	1	0.1%
377779	1	0.1%
363944	1	0.1%
352016	1	0.1%
339202	1	0.1%
327289	1	0.1%
322199	1	0.1%
315912	1	0.1%

Outstanding/Aug05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1211
Distinct (%)	90.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54296.37706

Minimum	37
Maximum	470915
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	37
5-th percentile	1650
Q1	16043.5
median	32226.5
Q3	70999.5
95-th percentile	176075.25
Maximum	470915
Range	470878
Interquartile range (IQR)	54956

Descriptive statistics

Standard deviation	61503.95506
Coefficient of variation (CV)	1.1327451
Kurtosis	7.929281164
Mean	54296.37706
Median Absolute Deviation (MAD)	21716.5
Skewness	2.417775595
Sum	72431367
Variance	3782736487
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2400	38	2.8%
1050	20	1.5%
2500	17	1.3%
1650	9	0.7%
300	9	0.7%
600	7	0.5%
150	5	0.4%
1200	4	0.3%
1250	3	0.2%
5000	3	0.2%
Other values (1201)	1219	91.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
37	1	0.1%
142	1	0.1%
150	5	0.4%
200	1	0.1%
250	1	0.1%
300	9	0.7%
322	1	0.1%
400	1	0.1%
420	1	0.1%
450	2	0.1%

Value	Count	Frequency (%)
470915	1	0.1%
469882	1	0.1%
397754	1	0.1%
385726	1	0.1%
372355	1	0.1%
341600	1	0.1%
337495	1	0.1%
331518	1	0.1%
323125	1	0.1%
322199	1	0.1%

Outstanding/Jul05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1211
Distinct (%)	90.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	55103.47151

Minimum	37
Maximum	471175
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	37
5-th percentile	1650
Q1	16773.5
median	32965
Q3	72129.25
95-th percentile	179931.1
Maximum	471175
Range	471138
Interquartile range (IQR)	55355.75

Descriptive statistics

Standard deviation	61922.17373
Coefficient of variation (CV)	1.123743605
Kurtosis	7.682939156
Mean	55103.47151
Median Absolute Deviation (MAD)	22079.5
Skewness	2.396294537
Sum	73508031
Variance	3834355599
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2400	38	2.8%
1050	20	1.5%
2500	17	1.3%
1650	9	0.7%
300	9	0.7%
600	7	0.5%
150	5	0.4%
1200	4	0.3%
5000	3	0.2%
1250	3	0.2%
Other values (1201)	1219	91.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
37	1	0.1%
142	1	0.1%
150	5	0.4%
200	1	0.1%
250	1	0.1%
300	9	0.7%
322	1	0.1%
400	1	0.1%
420	1	0.1%
450	2	0.1%

Value	Count	Frequency (%)
471175	1	0.1%
461402	1	0.1%
389903	1	0.1%
383030	1	0.1%
368318	1	0.1%
365250	1	0.1%
337703	1	0.1%
331518	1	0.1%
327193	1	0.1%
325700	1	0.1%

Outstanding/Jun05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1218
Distinct (%)	91.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	55413.89505

Minimum	37
Maximum	486776
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	37
5-th percentile	1650
Q1	17107
median	32529.5
Q3	72461
95-th percentile	180522.7
Maximum	486776
Range	486739
Interquartile range (IQR)	55354

Descriptive statistics

Standard deviation	62304.97344
Coefficient of variation (CV)	1.124356506
Kurtosis	7.763338922
Mean	55413.89505
Median Absolute Deviation (MAD)	21929
Skewness	2.413919106
Sum	73922136
Variance	3881909715
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2400	38	2.8%
1050	20	1.5%
2500	17	1.3%
1650	9	0.7%
300	8	0.6%
600	7	0.5%
150	4	0.3%
1200	4	0.3%
5000	3	0.2%
1250	3	0.2%
Other values (1208)	1221	91.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
37	1	0.1%
142	1	0.1%
150	4	0.3%
200	1	0.1%
250	1	0.1%
300	8	0.6%
322	1	0.1%
400	1	0.1%
420	1	0.1%
450	2	0.1%

Value	Count	Frequency (%)
486776	1	0.1%
452405	1	0.1%
384981	1	0.1%
377145	1	0.1%
358145	1	0.1%
354443	1	0.1%
347813	1	0.1%
343612	1	0.1%
337703	1	0.1%
333278	1	0.1%

Outstanding/May05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1222
Distinct (%)	91.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	55841.19415

Minimum	37
Maximum	503914
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	37
5-th percentile	1650
Q1	17696.75
median	33886.5
Q3	73725.25
95-th percentile	181247.95
Maximum	503914
Range	503877
Interquartile range (IQR)	56028.5

Descriptive statistics

Standard deviation	62408.0328
Coefficient of variation (CV)	1.117598464
Kurtosis	7.69860006
Mean	55841.19415
Median Absolute Deviation (MAD)	21733.5
Skewness	2.393487165
Sum	74492153
Variance	3894762558
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2400	37	2.8%
1050	20	1.5%
2500	17	1.3%
300	10	0.7%
1650	9	0.7%
600	6	0.4%
150	4	0.3%
1200	3	0.2%
5000	3	0.2%
99578	2	0.1%
Other values (1212)	1223	91.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
37	1	0.1%
142	1	0.1%
150	4	0.3%
200	1	0.1%
250	1	0.1%
300	10	0.7%
322	1	0.1%
400	1	0.1%
420	1	0.1%
450	1	0.1%

Value	Count	Frequency (%)
503914	1	0.1%
443657	1	0.1%
381863	1	0.1%
370850	1	0.1%
354765	1	0.1%
352121	1	0.1%
351089	1	0.1%
343612	1	0.1%
340791	1	0.1%
333278	1	0.1%

Outstanding/Apr05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1214
Distinct (%)	91.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	55778.20465

Minimum	0
Maximum	527711
Zeros	8
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1050
Q1	17297.25
median	33225
Q3	74713.5
95-th percentile	182877.65
Maximum	527711
Range	527711
Interquartile range (IQR)	57416.25

Descriptive statistics

Standard deviation	62675.61222
Coefficient of variation (CV)	1.123657755
Kurtosis	7.685331698
Mean	55778.20465
Median Absolute Deviation (MAD)	22350.5
Skewness	2.368803436
Sum	74408125
Variance	3928232367
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2400	30	2.2%
1050	20	1.5%
2500	16	1.2%
300	12	0.9%
1650	9	0.7%
0	8	0.6%
1800	7	0.5%
150	7	0.5%
600	4	0.3%
5000	3	0.2%
Other values (1204)	1218	91.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	8	0.6%
37	1	0.1%
142	1	0.1%
150	7	0.5%
200	1	0.1%
250	1	0.1%
300	12	0.9%
322	1	0.1%
350	1	0.1%
400	1	0.1%

Value	Count	Frequency (%)
527711	1	0.1%
437305	1	0.1%
364365	1	0.1%
359314	1	0.1%
358401	1	0.1%
354579	1	0.1%
351089	1	0.1%
348006	1	0.1%
346216	1	0.1%
340791	1	0.1%

Paid/Sept05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	216
Distinct (%)	16.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2456.195652

Minimum	0
Maximum	59872
Zeros	501
Zeros (%)	37.6%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1700
Q3	3300
95-th percentile	8200
Maximum	59872
Range	59872
Interquartile range (IQR)	3300

Descriptive statistics

Standard deviation	3811.551544
Coefficient of variation (CV)	1.551811046
Kurtosis	71.26477174
Mean	2456.195652
Median Absolute Deviation (MAD)	1700
Skewness	6.055610761
Sum	3276565
Variance	14527925.17
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	501	37.6%
2000	98	7.3%
3000	53	4.0%
1500	41	3.1%
1000	27	2.0%
1800	26	1.9%
5000	23	1.7%
2500	21	1.6%
1600	21	1.6%
3500	19	1.4%
Other values (206)	504	37.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	501	37.6%
3	1	0.1%
10	1	0.1%
17	1	0.1%
50	1	0.1%
150	1	0.1%
200	2	0.1%
206	1	0.1%
300	2	0.1%
366	1	0.1%

Value	Count	Frequency (%)
59872	1	0.1%
55887	1	0.1%
29540	1	0.1%
25704	1	0.1%
22500	1	0.1%
20000	1	0.1%
18300	1	0.1%
17944	1	0.1%
16001	1	0.1%
15210	1	0.1%

Paid/Aug05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	248
Distinct (%)	18.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2526.22039

Minimum	0
Maximum	97225
Zeros	470
Zeros (%)	35.2%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1600
Q3	3300
95-th percentile	8117.5
Maximum	97225
Range	97225
Interquartile range (IQR)	3300

Descriptive statistics

Standard deviation	4491.354954
Coefficient of variation (CV)	1.77789514
Kurtosis	168.8490359
Mean	2526.22039
Median Absolute Deviation (MAD)	1600
Skewness	9.704326315
Sum	3369978
Variance	20172269.32
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	470	35.2%
2000	77	5.8%
3000	55	4.1%
1000	38	2.8%
1500	36	2.7%
5000	31	2.3%
2500	24	1.8%
4000	24	1.8%
6000	20	1.5%
1600	18	1.3%
Other values (238)	541	40.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	470	35.2%
4	1	0.1%
7	1	0.1%
8	1	0.1%
11	1	0.1%
14	1	0.1%
16	1	0.1%
30	1	0.1%
50	1	0.1%
60	1	0.1%

Value	Count	Frequency (%)
97225	1	0.1%
56100	1	0.1%
42000	1	0.1%
28341	1	0.1%
22200	1	0.1%
22000	1	0.1%
19500	1	0.1%
18300	1	0.1%
18112	1	0.1%
18000	2	0.1%

Paid/Jul05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	223
Distinct (%)	16.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2149.708396

Minimum	0
Maximum	30334
Zeros	523
Zeros (%)	39.2%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1200
Q3	3000
95-th percentile	8000
Maximum	30334
Range	30334
Interquartile range (IQR)	3000

Descriptive statistics

Standard deviation	3175.846662
Coefficient of variation (CV)	1.477338354
Kurtosis	14.74567162
Mean	2149.708396
Median Absolute Deviation (MAD)	1200
Skewness	3.093446261
Sum	2867711
Variance	10086002.02
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	523	39.2%
2000	69	5.2%
1000	58	4.3%
3000	43	3.2%
1500	29	2.2%
2500	24	1.8%
5000	19	1.4%
3500	17	1.3%
1200	16	1.2%
4000	16	1.2%
Other values (213)	520	39.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	523	39.2%
2	2	0.1%
4	1	0.1%
5	1	0.1%
12	2	0.1%
18	1	0.1%
57	1	0.1%
70	1	0.1%
150	1	0.1%
200	2	0.1%

Value	Count	Frequency (%)
30334	1	0.1%
25065	1	0.1%
25000	1	0.1%
24000	1	0.1%
22053	1	0.1%
20783	1	0.1%
20000	1	0.1%
18000	1	0.1%
15405	1	0.1%
15000	4	0.3%

Paid/Jun05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	259
Distinct (%)	19.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2254.522489

Minimum	0
Maximum	61923
Zeros	494
Zeros (%)	37.0%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1300
Q3	3000
95-th percentile	8000
Maximum	61923
Range	61923
Interquartile range (IQR)	3000

Descriptive statistics

Standard deviation	3796.414068
Coefficient of variation (CV)	1.68391049
Kurtosis	63.91624863
Mean	2254.522489
Median Absolute Deviation (MAD)	1300
Skewness	5.868390286
Sum	3007533
Variance	14412759.78
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	494	37.0%
2000	58	4.3%
1000	46	3.4%
1500	44	3.3%
3000	35	2.6%
5000	21	1.6%
2500	20	1.5%
4000	18	1.3%
1100	17	1.3%
1200	16	1.2%
Other values (249)	565	42.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	494	37.0%
1	1	0.1%
3	1	0.1%
4	1	0.1%
5	1	0.1%
11	1	0.1%
13	1	0.1%
39	1	0.1%
100	2	0.1%
106	1	0.1%

Value	Count	Frequency (%)
61923	1	0.1%
40200	1	0.1%
40000	1	0.1%
25703	1	0.1%
23800	1	0.1%
23700	1	0.1%
20000	1	0.1%
19172	1	0.1%
19000	1	0.1%
17000	1	0.1%

Paid/May05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	249
Distinct (%)	18.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2054.632684

Minimum	0
Maximum	100000
Zeros	586
Zeros (%)	43.9%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1000
Q3	2500
95-th percentile	7556.35
Maximum	100000
Range	100000
Interquartile range (IQR)	2500

Descriptive statistics

Standard deviation	4438.258009
Coefficient of variation (CV)	2.160122364
Kurtosis	195.4698394
Mean	2054.632684
Median Absolute Deviation (MAD)	1000
Skewness	10.69579406
Sum	2740880
Variance	19698134.15
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	586	43.9%
2000	60	4.5%
1000	39	2.9%
3000	36	2.7%
1500	35	2.6%
4000	21	1.6%
5000	20	1.5%
2500	18	1.3%
1800	16	1.2%
1200	15	1.1%
Other values (239)	488	36.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	586	43.9%
1	1	0.1%
2	1	0.1%
5	2	0.1%
6	1	0.1%
7	1	0.1%
9	1	0.1%
11	1	0.1%
20	1	0.1%
22	1	0.1%

Value	Count	Frequency (%)
100000	1	0.1%
50000	1	0.1%
35000	1	0.1%
33000	1	0.1%
32236	1	0.1%
32000	1	0.1%
27150	1	0.1%
20000	1	0.1%
19000	1	0.1%
18100	1	0.1%

Paid/Apr05
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	291
Distinct (%)	21.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2436.943778

Minimum	0
Maximum	254000
Zeros	531
Zeros (%)	39.8%
Negative	0
Negative (%)	0.0%
Memory size	10.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1000
Q3	2500
95-th percentile	7000
Maximum	254000
Range	254000
Interquartile range (IQR)	2500

Descriptive statistics

Standard deviation	9964.599582
Coefficient of variation (CV)	4.088973932
Kurtosis	355.2888351
Mean	2436.943778
Median Absolute Deviation (MAD)	1000
Skewness	16.81353102
Sum	3250883
Variance	99293244.83
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	531	39.8%
2000	66	4.9%
1000	48	3.6%
3000	43	3.2%
1500	41	3.1%
2500	20	1.5%
1600	18	1.3%
5000	17	1.3%
1200	16	1.2%
4000	15	1.1%
Other values (281)	519	38.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	531	39.8%
1	5	0.4%
2	1	0.1%
3	1	0.1%
5	2	0.1%
6	1	0.1%
7	1	0.1%
8	1	0.1%
10	1	0.1%
14	1	0.1%

Value	Count	Frequency (%)
254000	1	0.1%
126685	1	0.1%
120021	1	0.1%
108058	1	0.1%
105300	1	0.1%
57258	1	0.1%
42617	1	0.1%
40925	1	0.1%
32000	1	0.1%
31496	1	0.1%

Default
Boolean

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 KiB

True	942
False	392

Common Values
Chart

Value	Count	Frequency (%)
True	942	70.6%
False	392	29.4%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Unnamed: 0	Credit Limit	Sex	Education	Marital Status	Age	PayStat/Sept05	PayStat/Aug05	PayStat/Jul05	PayStat/Jun05	PayStat/May05	PayStat/Apr05	Outstanding/Sept05	Outstanding/Aug05	Outstanding/Jul05	Outstanding/Jun05	Outstanding/May05	Outstanding/Apr05	Paid/Sept05	Paid/Aug05	Paid/Jul05	Paid/Jun05	Paid/May05	Paid/Apr05	Default
0	0	50000	M	MSc or PHd	Single	29	2	2	2	2	2	2	24987	24300	26591	25865	27667	28264	0	2700	0	2225	1200	0	True
1	1	320000	M	BSc	Single	29	2	2	2	2	2	2	58267	59246	60184	58622	62307	63526	2500	2500	0	4800	2400	1600	True
2	2	200000	M	MSc or PHd	Married	53	2	2	2	2	2	2	138180	140774	142460	144098	147124	149531	6300	5500	5500	5500	5000	5000	True
3	3	280000	M	BSc	Married	41	2	2	2	2	2	3	135673	138532	134813	144401	152174	149415	6500	0	14254	14850	0	5000	False
4	4	50000	M	High School Diploma	Single	37	2	2	2	3	2	2	46004	45976	48953	48851	49318	51143	1000	4035	1000	1400	2800	0	True
5	5	210000	M	High School Diploma	Married	45	2	3	4	4	5	6	115785	122904	129847	137277	145533	154105	10478	10478	11078	11078	11678	10478	True
6	6	130000	M	High School Diploma	Married	56	1	2	2	2	2	3	64617	65978	67282	68557	72796	71345	3000	3000	3000	5500	0	0	True
7	7	200000	F	High School Diploma	Single	47	2	2	2	2	2	2	199436	202947	193936	196186	200162	189915	8214	7000	6800	7134	0	6836	True
8	8	20000	F	BSc	Single	31	1	5	4	4	3	2	21703	21087	21461	20835	20219	20487	0	1000	0	0	760	0	False
9	9	50000	F	MSc or PHd	Single	24	1	2	2	2	2	2	36166	37188	37680	38462	39228	40035	1900	1400	1700	1532	1600	0	True

Last rows

	Unnamed: 0	Credit Limit	Sex	Education	Marital Status	Age	PayStat/Sept05	PayStat/Aug05	PayStat/Jul05	PayStat/Jun05	PayStat/May05	PayStat/Apr05	Outstanding/Sept05	Outstanding/Aug05	Outstanding/Jul05	Outstanding/Jun05	Outstanding/May05	Outstanding/Apr05	Paid/Sept05	Paid/Aug05	Paid/Jul05	Paid/Jun05	Paid/May05	Paid/Apr05	Default
1324	1324	20000	M	MSc or PHd	Single	31	3	2	2	7	7	7	2400	2400	2400	2400	2400	2400	0	0	0	0	0	0	True
1325	1325	20000	M	BSc	Single	33	3	2	8	7	6	5	14513	22232	21936	21631	21026	20130	8000	0	0	0	0	0	True
1326	1326	260000	M	MSc or PHd	Single	33	2	2	2	2	2	2	128352	131768	128251	142480	145630	150147	7000	0	18000	7000	7000	5500	False
1327	1327	40000	M	MSc or PHd	Married	47	2	2	2	2	2	2	10555	11084	12605	13102	12595	14386	1000	2000	1000	0	2000	0	True
1328	1328	320000	M	MSc or PHd	Married	48	2	2	2	2	2	2	206732	201932	215392	218370	220977	225021	0	18300	8000	7700	7700	0	True
1329	1329	100000	M	BSc	Single	44	2	2	2	2	2	2	80358	81344	84133	84873	82613	87461	2900	5000	3000	0	6200	4000	True
1330	1330	70000	M	High School Diploma	Married	45	2	2	2	2	2	2	71586	71623	71020	67338	70769	68957	3100	3008	0	5100	2600	0	True
1331	1331	40000	M	BSc	Single	47	2	2	3	2	2	2	52358	54892	53415	51259	47151	46934	4000	0	2000	0	3520	0	True
1332	1332	210000	M	BSc	Married	34	3	2	2	2	2	2	2500	2500	2500	2500	2500	2500	0	0	0	0	0	0	True
1333	1333	80000	M	BSc	Single	34	2	2	2	2	2	2	72557	77708	79384	77519	82607	81158	7000	3500	0	7000	0	4000	True

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows